{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Centerline Refinement and Data Loading Example\n",
    "\n",
    "This section shows an example of how, given an initial guess for the Centerline, that centerline can be further refined to match the data locations using the IteratedRiverObs class. It also shows how, once the Centerline is refined, measurements can be associated with it.\n",
    "\n",
    "This example illustrates using the output of the SWOT L2 data (i.e., water file) without any supplementary classification information, so that the true water classification, rather than the estimated water classification is used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/erodrigu/anaconda/envs/RiverObs/lib/python3.6/site-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n",
      "  from pandas.core import datetools\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from SWOTRiver import SWOTL2\n",
    "from RiverObs import ReachExtractor\n",
    "from RiverObs import RiverObs\n",
    "from RiverObs import FitRiver\n",
    "from RiverObs import WidthDataBase\n",
    "from RiverObs import IteratedRiverObs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following imports are for notebook plotting:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "rcParams['font.size'] = 14\n",
    "\n",
    "# This is optional, but it allows zooming and panning of figures\n",
    "# Uncomment the block below if you want this feature\n",
    "\n",
    "#try:\n",
    "#    import mpld3\n",
    "#    mpld3.enable_notebook()\n",
    "#    print 'Interactive plotting enabled'\n",
    "#except:\n",
    "#    pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'../../../RiverObsTestData'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "from os.path import exists, join\n",
    "def find_riverobs_test_data_dir():\n",
    "    \"\"\"Fin the location of the test data root directory\"\"\"\n",
    "    \n",
    "    if 'RIVEROBS_TESTDATA_DIR' in os.environ:\n",
    "        test_data_dir = os.environ('RIVEROBS_TESTDATA_DIR')\n",
    "    else: # try the default location\n",
    "        test_data_dir = '../../../RiverObsTestData'\n",
    "        \n",
    "    if not exists(test_data_dir):\n",
    "        print('You must either set the environment variable RIVEROBS_TESTDATA_DIR')\n",
    "        print('or locate the test data directory at ../../../RiverObsTestData')\n",
    "        raise Exception('Test data directory not found.')\n",
    "        \n",
    "    return test_data_dir\n",
    "\n",
    "data_dir = find_riverobs_test_data_dir()\n",
    "data_dir"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This is the file for the width data base\n",
    "\n",
    "db_dir = join(data_dir,'GRWDL')\n",
    "width_db_file = join(db_dir,'nAmerica_GRWDL.h5')\n",
    "\n",
    "# This is the SWOT data\n",
    "\n",
    "l2_file = join(data_dir,'L2','L2v0','simulated_sacramento_swot_test_data_v0.nc')\n",
    "assert exists(l2_file)\n",
    "\n",
    "# This is the file for the reach data base\n",
    "\n",
    "shape_file_root = join(db_dir,'nAmerica_GRWDL_river_topo','nAmerica_GRWDL_river_topo')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For this example, only data with classification=1 labels are used (pure water pixels) and the latitude and longitude are assumed to be known from the reference interferogram."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cant Find range_index, or azimuth_index variables, assuming 2D-image image coordinates (like from a gdem)\n",
      "WARNING: Input file does not contain range/azimuth index. Functions relying on radar coordinates WILL break!\n"
     ]
    }
   ],
   "source": [
    "class_list=[1]\n",
    "lat_kwd='no_layover_latitude'\n",
    "lon_kwd='no_layover_longitude'\n",
    "\n",
    "l2 = SWOTL2(l2_file,class_list=class_list,lat_kwd=lat_kwd,lon_kwd=lon_kwd)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The heights to be used are the noisy height and the water_height, the true height weighted by the radar response."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "h = l2.get('height')\n",
    "htrue = l2.get('water_height')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Extract the river reaches overlapping the data bounding box\n",
    "\n",
    "In this case, the reaches are from the North America Global River Width Database for Large Rivers. The data were made by [Tamlin Pavelsky](mailto:pavelsky@unc.edu) and [George Allen](mailto:georgehenryallen@gmail.com) and modified by [Ernesto Rodriguez](mailto:ernesto.rodriguez@jpl.nasa.gov) so that reaches appeared as topologically connected. The results are in the shapefile *nAmerica_GRWDL_river_topo.shp*.\n",
    "\n",
    "The next step scans through the database and finds all of the overlapping reaches in the data base (only one is found). A small buffer of about 2km is placed about the data bounding box to make sure the river is not cut."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "clip_buffer = 0.02\n",
    "reaches = ReachExtractor(shape_file_root, l2,clip_buffer=clip_buffer)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following step prints out the reach index and metadata:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reach indexes: [704]\n",
      "Metadata:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'break_idx': 1388940,\n",
       " 'latmax': 40.03200149536133,\n",
       " 'latmin': 38.16350173950195,\n",
       " 'lonmax': -121.5009994506836,\n",
       " 'lonmin': -122.11900329589844,\n",
       " 'npoints': 10144,\n",
       " 'reach': 375745.03125,\n",
       " 'reach_idx': 704,\n",
       " 'width_max': 532.0,\n",
       " 'width_mean': 115.74655151367188,\n",
       " 'width_min': 30.0,\n",
       " 'width_std': 52.802425384521484}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print('Reach indexes:',reaches.reach_idx)\n",
    "print('Metadata:')\n",
    "reaches[0].metadata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Extract the width information for this reach from the width database"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "width_db = WidthDataBase(width_db_file)\n",
    "\n",
    "max_width = width_db.get_river(reaches.reach_idx[0],\n",
    "                                      columns=['width'],\n",
    "                             asarray=True,transpose=False,\n",
    "                             bounding_box=l2.bounding_box,\n",
    "                             clip_buffer=clip_buffer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "max_width length: 1915\n",
      "x length: 1915\n"
     ]
    }
   ],
   "source": [
    "print('max_width length:',len(max_width))\n",
    "print('x length:',len(reaches[0].x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Look at where the centerline lies with respect to the data\n",
    "\n",
    "From this figure, it is clear that the centerline and the SRTM water mask align well in many places, but can have disagreements that are significant compared to the width."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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RRxg5ciQvvvgiu3btwmKx0NTUxJIlSwiFQvzXf/0XeXl5MgFRnP58HtjavZUC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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x124538940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(8,8)\n",
    "plot(l2.x/1.e3,l2.y/1.e3,'k.',alpha=0.05)\n",
    "scatter(reaches[0].x/1.e3,reaches[0].y/1.e3,\n",
    "        c=max_width,\n",
    "        edgecolor='none',alpha=0.4,\n",
    "        vmin=0,vmax=300,cmap='jet')\n",
    "xlim(-12,-2)\n",
    "ylim(-20,0)\n",
    "colorbar(label='Width');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Caption**: In the observations above, the measurement locations are black pixels, while the centerline is in color, width the color representing the estimated width. Notice that the river meanders significantly (i.e., by more than the estimated width) away from the centerline. Notice also that the estimated width does not seem to agree well with the data point distribution."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Refining the centerline and associating a width to it\n",
    "\n",
    "Use IteratedRiverObs to refine the centerline and resample the width to the new centerline. Note that the parameter `scalar_max_with` is set large, since a significant number of points are far away from the guessed centerline."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "num nodes in reach 761\n"
     ]
    }
   ],
   "source": [
    "# First step, initialize observations\n",
    "\n",
    "scalar_max_width = 600.\n",
    "\n",
    "ds = 50.\n",
    "minobs = 10\n",
    "river_obs = IteratedRiverObs(reaches[0],l2.x,l2.y,\n",
    "                         ds=ds,max_width=scalar_max_width,minobs=minobs) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the distribution of distances to the input centerline:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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UyMzMqnIfbGZWHzVNgZD0MUnvK+x/G1gt6SFJOzesdmZm5j7YzKzOap0D/DHS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\nF5UIEE02GSiZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x135be4438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(10,5)\n",
    "subplot(1,2,1)\n",
    "hist(river_obs.d,bins=100,log=False)\n",
    "xlabel('Distance to node (m)')\n",
    "ylabel('N observations')\n",
    "grid();\n",
    "subplot(1,2,2)\n",
    "hist(river_obs.n,bins=100,log=False)\n",
    "xlabel('Normal coordinate (m)')\n",
    "ylabel('N observations')\n",
    "grid()\n",
    "tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Caption**: Notice that the distribution is skewed and contains points that outside the nominal river width."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following step, refines the centerline, but a max_width vector is not yet associated with it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iteration 0 maximum coordinate change: 279.979602\n"
     ]
    }
   ],
   "source": [
    "weights = True\n",
    "smooth = 1.e-2\n",
    "river_obs.iterate(weights=weights,smooth=smooth)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now look at the new centerline (no widths associated)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ccEEuN9+8iKIimasgRjcJCSdJQoL4ssrL63jssX+wefMm9u17G+gdsHx8/Dlc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\nDEAqZae39wj79h3g5MkFbNs2m5KSe3A6YzidViZNmsqMGW4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RkwQC2wmH92N2/F0Mt+ID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rTW2gCqem5TSl0P/ElrPdCwT621rhqgjRARIxiExx5r4r//+8/A5l73JpGTs5Tbb7+VzMzMcIQn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\nhBBC9On/A4S6tu5K4njHAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1359ab9e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# retrieve the centerline coordinates\n",
    "\n",
    "xc, yc = river_obs.get_centerline_xy()\n",
    "\n",
    "figsize(8,8)\n",
    "plot(l2.x/1.e3,l2.y/1.e3,'k.',alpha=0.05)\n",
    "scatter(xc/1.e3,yc/1.e3,c='b',\n",
    "        #c=max_width,\n",
    "        edgecolor='none',alpha=0.4)#,\n",
    "        #vmin=0,vmax=300)\n",
    "xlim(-12,-2)\n",
    "ylim(-20,0);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now look at the new distribution of points relative to the new centerline:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8soverk5llgI3ka0I8VZJU4ErgOvTChCksi8A8yXtK+l9wGzAK0CY2Ug17D64\nFpLGSPonSY9JejE9fkHSK3JlGrJeu5lZOw05BULSVsCngfkR8fww3uvk9PizQvr5wHnp+VfIbut5\nGbALcCdwRG4NYMhO+11K/2oR15FdHQ1ARKxJd0i6DLibbJWJi4C5w6i7mVlbNLAPrsU/AqcAJ5Dd\nde7NwLeB9WTzjaEB67WbmbVbLXOAA7gQuBHY4s43Ioa8E1saoT2P/oC4WplngeOGOM4S4ND6amhm\n1pEa0gfX6CBgQUQsSK+XpZUm/l94+ZqLRqzXbmbWVkNOgUhB6cNkF5qZmVkLtbgP/hVwmKQ3Akh6\nE3A4WfANjVuv3cysrWpdBeJM4AJJpwK/8VxaM7OWalUf/GWymxT9VtJGst+If46Iy1N+o9Zrf9lw\n12LvZKNxTeotVe/6+NV0jR3ecb72vZ8AMOW1Ow27LqNB2b+ftQbAPwC2I7sAY4Ok9fnMiNix0RUz\nM7OXtaoP/iDZChPHAA8C+wGXSHosIr6Vf8vCfluyXntWcJhrsXey0bwmdb3qXR+/mllTNnDRkrpX\nb91MmdbeH0zZv5+1fpNOHbqImZk1Sav64AuACyPi++n1Ekl7AmcB36Jx67WbmbVVrbdC/nazKzLS\nTWrAX7dmZtW0sA9+JVC8O+dG+q8Xya/Xfhdssl77p1OZ/HrtlXnAxfXazczaqtZ1gJHUJekMSd+Q\nND6lvU3SXs2rnpmZQcv64AVka7FPlzRJ0t8BpwP/AQ1dr93MrK1qGgGWdADZ+r2Pkd168wJgNdko\nwBvI5ouZmVkTtLAPPo1svd/LyaY1PANcCXw+V2bY67WbmbVbrXOALwQuiYhzJeU7uYVkd3czM7Pm\naUkfnILYT6ZtoDINWa/dzKydap0CcQDZ3YCKngG6GlcdMzOrwn2wmVkD1RoAryM71VX0RrI7AJmZ\nWfO4DzYza6BaA+CfAOdK2ja9DkmTyBZN/2ET6mVmZv3cB5uZNVCtAfAZwKuAVWTL5PwK+G/gj8A5\nzamamZkl7oPNzBqo1nWAnwcOlnQ4sD9Z4PyfEXFrMytnZmbug83MGq2uewpGxM+BnwNI2ropNTIz\ns6rcB5uZNUZNUyAkfVzS+3OvvwWsk/SwpL2bVjszM3MfbGbWYLXOAf442dwzJB0K/D3Zwuv3ARc1\np2pmZpa4DzYza6Bap0C8FliWnh8F/FtE/EDSEuD2ZlTMzMxe5j7YzKyBah0Bfh7YNT2fRnZLToCX\ngO0aXSnfM4/MAAAgAElEQVQzM9uE+2AzswaqdQT4ZuBKSfcCrwN+mtL3Ibs3vZmZNY/7YDOzBqp1\nBPgU4A5gPPCBdJ93yJbjuaYZFTMzs5e5DzYza6B61gE+rUr6uQ2vkZmZbcJ9sJlZY9W8DrCk7ciu\nOn5TSvotcE1ErGtGxczMrJ/7YDOzxql1HeD9yeaZXQT8VdouBB5NeWZm1iTug83MGqvWEeB5ZEvt\nnBgRawEkbQ/8n5TX3ZzqmZkZ7oNthJo0+4Z2V8GsqloD4H2AD1c6XoCIWCvp88DdTamZmZlVuA82\nM2ugWleBeAjYrUr6a4BHGlcdMzOrwn2wmVkDDRgAS3pVZQPOAS6V9CFJk9L2IeBi4Oxa30zSoZKu\nk/SUpJA0o5A/P6Xnt18Xymwr6WuSVktam463e6HMHpIWpPzVki6VtE2t9TQza7dm9MFmZpYZbArE\naiByrwVcnUtTevwJMKbG9xsHPAB8J23V3Aocn3v950L+xcB7gKOBPwBzgeslHRARGyWNAW5IeYcA\nrwa+neq72TJCZmYdqhl9sJmZMXgAfFij3ywibgRuhGy0d4Bi6yNiebUMSTsBHyG7EOSWlHY88Hvg\n7cBC4Aiy+XJ7RsQTqcyZwDclnZ3W0+wo+YsEls2Z3saamFkHaXgfbGZmmQED4Ij4ZSsrknOwpJXA\nH4FfAmdHxMqUdwCwNdltQQGIiCckLQUOIguApwJLK8FvshDYNu3/i+Z/BDOz4WljH2xmNurVcyOM\nLrLbcb6J7BTcg8A3ImJFA+tzE/AjsvUuJwFfAH6epjesByYCG8lODeatSHmkx2KdVqf9JmJmNgK1\nqA82MyuFmgJgSW8jC05XAItT8nHA6ZLeERGLB9y5DhHx/dzLJZLuIZveMJ0sMB6wimw6Vy4GKLdZ\nuqSZwEyArq4uent766kyfX199Pb2MmvKhrr2G0i97z/SVNrLauc2q89obK9W9cFmZmVR6wjwhcA1\nwD9ExP8ASNoK+BeyOxMd1IzKRcTTkp4EXp+SlpNd7DEeWJUrOgG4LVfmbYVDjU/7bTZSEhHzyBaS\np7u7O3p6euqqY29vLz09Pcxo0GLfy46t7/1Hmkp7We3cZvUZpe3Vsj5Y0muAOcC7gB2AR4GPVaZk\nSBJwLtnAwS7AncApEfFg7hi7AJcCf5uSrgNOi4g/NqqeZmbDUes6wPsBF1U6XoD0fC7wlmZUDEDS\neOC1wDMp6R7gJWBarszuwGRgUUpaDEwuLI02DVif9jczG2la0gdL2hm4g+ys2nSyvvU0YGWu2JnA\nrJR+YMq7RdIOuTJXA/sDRwLvTM+valQ9zcyGq9YR4DXAXsDDhfS9yC5Wq4mkccDr0sutgD0k7Qc8\nm7bzgB+SBbyTgC+Rda7/ARARayR9C7ggXShXWQbtfrLl0yC7QO5B4DuSZpEtg3YBcGUnrgBhZlaD\nhvTBNTgTeCYiPpxLe6zyJI3+fhKYExE/TGknkPXTxwBXSJpMFvQeHBGLUpmTgNsl7R0Rxc9gZtZy\ntY4Afx/4lqRjJe2VFmE/DriS7LRcrbqBe9M2Fjg/Pf882UVqU8jWtHyEbO3eh4GpEfGn3DE+RTYf\n+FqykYo+4KiI2AiQHqcDL6T8a1P5M+qop5lZJ2lUHzyU9wJ3SrpW0kpJ90k6NQW+kAXcE9l0JZ51\nZFPQKtMwppL1y4tyx70DWEuTpsuZmdWr1hHgM8lOif2f3D4vAd8AZtf6ZhHRS//i7dW8o4ZjvEh2\n6m3Am1pExOPAu2utl5lZh2tIH1yDvwROBr5KNg94P+BrKe/r9K+kU7yeYgXZdDVSmVUR8fJFxxER\n6aydV+Ixs45QUwAcEX8GPiHpLOD/IeuI/zsiXmhm5czMrKV98FbA3RFxVnp9r6TXky2/9vV8lQr7\n1bIST7FMljjMlXg62WhckaRejVohCaBrbGOOV/Z/k4qyfz9rXgcYIHW2S5pUFzMzG0QL+uBngN8W\n0pYCn0jPK3fpnAjkbzY0gf5R4eXABEmqjAKnKRS70oSVeDrZKF2RpC6NWiEJsuD3oiV1hS1VjfbV\nlmpV9u9nrXOAzcxs9LsD2LuQ9gay9dghuyBuOZuuxLMdcAibrsQzjmwucMVUYHs2nRdsZtY2w/9T\nyszMRouvAosknU12AfFbgI8Dn4GX5/JeDJwt6SGyC5bPIbvo7epUZqmkm8hWhPgo2dSHK4DrvQKE\ndYJJuVHpZXOmt7Em1k4OgM3MDICIuEvSe4EvAp8FHk+Pl+eKfYVsFZ/L6L8RxhGF1XqOJbsRRmW1\niOuAU5tbezOz2jkANjOzl0XEDcCAEzfTvN7z0jZQmWfJbtVsZtaRBg2AJb2qloOkzs7MzBrIfbCN\nRJMaeOGbWbMMNQK8murL2eRFDccxM7P6uQ82M2uCoTrNwwbJeyfZ0jiNW+TPzMzy3AebmTXBoAFw\nRPyymCZpf+DLwKFkV/b+U3OqZmZWbu6Dzcyao+Z1gNP9568mu+L3WeBNEfHxiFjVtNqZmRngPtjM\nrJGGDIAlvVrSJcBDZHf/mRoRH4yI3zW9dmZmJec+2Mys8QYNgCV9Bvgd8NfAeyLi8Ii4uyU1MzMr\nOffBZmbNMdRFcF8A1gFPAidLOrlaoYj420ZXzMzM3AebmTXDUAHwdxh6CR4zM2sO98FmTVRZs9i3\nRC6foVaBmNGiepiZWYH7YDOz5qh5FQgzMzMzs9HAAbCZmZmZlYoDYDMzMzMrFQfAHWbS7BtenpRv\nZmZmZo3nANjMzMzMSsUBsJmZmZmVigNgMzMzMysVB8BmZmZmVioOgM3MzMysVBwAm5mZmVmpOAA2\nMzMzs1JpaQAs6VBJ10l6SlJImlHIl6TzJD0taZ2kXkn7FMrsIukqSWvSdpWknQtlpkj6ZTrGU5I+\nJ0kt+IhmZmZm1uFaPQI8DngA+ASwrkr+mcAs4DTgQGAlcIukHXJlrgb2B44E3pmeX1XJlLQjcAuw\nIh3j48CngdMb/FnMzMzMbAR6RSvfLCJuBG4EkDQ/n5dGaD8JzImIH6a0E8iC4GOAKyRNJgt6D46I\nRanMScDtkvaOiIeBY4FXAidExDrggbTf6ZLmRkS04KOamZmZWYfqpDnAewETgZsrCSmAvQ04KCVN\nBfqARbn97gDWFsrcnvatWAjsBkxqRsXNzMzMbORo6QjwECamxxWF9BXAa3NlVuVHcSMiJK3M7T8R\neLLKMSp5j+UzJM0EZgJ0dXXR29tbV6X7+vro7e1l1pQNde03lHrrMVJU2stq5zarj9urMSR9Bvhn\n4LKIODWlCTiXrM/cBbgTOCUiHszttwtwKfC3Kek64LSI+GMLq29mNqhOCoArilMUVEirNoVhqDIa\nIJ2ImAfMA+ju7o6enp566kpvby89PT3MmH1DXfsNZdmx9dVjpKi0l9XObVYft9fwSXor8FHg/kJW\n5TqNGcDDwOfIrtPYOyL+lMpcDexBdp1GAN8ku07jqObX3MysNp00BWJ5epxYSJ9A/wjucmBCfkWH\n9HzXQplqx4DNR5fNzCxH0k7A94CPAM/l0je5TiMiHgBOAHYgu06D3HUaMyNiUUQsBk4C3i1p79Z+\nEjOzgXVSAPwYWfA6rZIgaTvgEPrn/C4mW0liam6/qcD2hTKHpH0rpgFPA8uaUXEzs1FkHvDvEfHz\nQnqjrtMwM2u7lk6BkDQOeF16uRWwh6T9gGcj4nFJFwNnS3oIeAQ4h6wzvRogIpZKuolsRYiPkk1t\nuAK4Pq0AQSp7LjBf0heANwCzgfO9AoSZ2cBSv/o64Pgq2Y26TqP4nsO6DqOTlXU+eqOvianoGtu8\nY5fx36ms38+KVs8B7gZ+kXt9ftq+TTan7CvAWOAy+i+wOCI3twyyZc4upX8U4jrg1EpmRKyRNC0d\n426yU3gXAXMb/3HMzEaHNEXhi8AhEfHnQYo24jqN/sLDvA6jk5V1Pnqjr4mpmDVlAxctaU7YMlqv\nuxlMWb+fFa1eB7iX/gvSquUHcF7aBirzLHDcEO+zBDh0S+poZlZSU4HxZGunV9LGAIdK+gegclfO\nicATuf2qXqdRGQWucp2GjVKTmhT4mjVDJ80BNjOz9vkxMAXYL7fdDXw/PX+ExlynYWbWdp24DJqx\n6V/Sy+ZMb2NNzKwM0jq9m6zVK2kt2TUaD6TXjbhOw6zj+De3fBwAm5lZrYZ9nYaZWSdwAGxmZlVF\nRE/hdUOu0zAzazfPATYzMzOzUnEAbGZmZmal4gDYzMzMzErFAbCZmZmZlYoDYDMzMzMrFQfAZmZm\nZlYqDoDNzMzMrFQcAJuZmZlZqTgANjMzM7NScQBsZmZmZqXiWyGbmZnZFpk0+4Z2V8Fsi3gE2MzM\nzMxKxQGwmZmZmZWKA2AzMzMzKxUHwMO05Kk1ngNlZmZmNoI4ADYzMzOzUnEAbGZmZmal4gDYzMzM\nzErFAbCZmZmZlYoD4BFg0uwbfKGdmZmZWYM4ADYzMzOzUnEAbGZmZpb4rGs5dFQALOk8SVHYlufy\nlco8LWmdpF5J+xSOsYukqyStSdtVknZu/acxMzMzs07UUQFw8jDwmtw2JZd3JjALOA04EFgJ3CJp\nh1yZq4H9gSOBd6bnVzW/2mZmZmY2EnRiALwhIpbntlWQjf4CnwTmRMQPI+IB4ARgB+CYVGYyWdA7\nMyIWRcRi4CTg3ZL2bsunMTMbISSdJekuSc9LWiVpgaR9C2V8Js7MRrxODID/UtJTkh6T9H1Jf5nS\n9wImAjdXCkbEOuA24KCUNBXoAxbljncHsDZXxszMqusBLifrLw8HNgC3SnpVrozPxJnZiPeKdleg\n4E5gBvAQMAE4B1iURhcmpjIrCvusAF6bnk8EVkVEVDIjIiStzO2/CUkzgZkAXV1d9Pb21lXhrrEw\na8qGuvbZUvXWrRP19fWNis/RSm6z+ri9tlxEvCP/WtLxwBrgbcCC4pm4VOYEsiD4GOCK3Jm4gyNi\nUSpzEnC7pL0j4uGWfSBrGl8kZiNdRwXAEfHT/GtJvwYeJZvq8OtKscJuKqQV86uVyb/nPGAeQHd3\nd/T09NRV56997ydctKQ1zbjs2J6WvE8z9fb2Um8bl53brD5ur4bagexM4XPpddUzcZIqZ+KuYOgz\ncQ6AzaztOioALoqIPkkPAq8HfpySJwJP5IpNoH9UeDkwQZIqo8BpxGJXNh85NjOzwV0C3AcsTq8b\nfiZuuGfhOtloPhvRqjOfea084wqj46zrYEbz97MWHR0AS9oOeCPwC+AxsgB3GnBXLv8Q4NNpl8XA\nOLIRiMrow1RgezYdjTAzs0FImgscTDaVYWMhu2Fn4oZ7Fq6TjeazETPaMAVi1pQNLTvjCqPjrOtg\nRvP3sxYdFQBLuhBYADxONrL7WbLg9dtpBOFi4GxJDwGPkM0R7iO74IKIWCrpJrJ5aB8l63CvAK73\nvDMzs9pI+irwIeCwiHg0l1VZl91n4mzUy89zXjZnehtrYs3QaatA7A5cQzZH7EfAeuCtEfH7lP8V\nYC5wGXA32TrBR0TEn3LHOBb4DdkctYXp+fEtqb2Z2Qgn6RKyC9oOj4iHCtn5M3GV8pUzcZWzbPkz\ncRU+E2dmHaWjRoAj4kND5AdwXtoGKvMscFxDK2ZmVgKSLiMbMHgv8Jykypzdvojo85k4MxstOioA\ntsH5dIyZNdnJ6fFnhfTz6R94+AowluxM3C5ky1dWOxN3Kf2rRVwHnNqE+pqZbREHwGZmBkBEqIYy\nPhNnZiNep80BNjMzMzNrKo8Am5mZ2ZB89zcbTTwCbGZmZmal4gDYzMzMzErFAbCZmZmZlYoDYDMz\nMzMrFQfAZmZmZoOYNPsGXwQ4yjgANjMzM7NScQA8QvmvUTMzM7Mt4wDYzMzMzErFAbCZmZmZlYrv\nBGdmZmYD8nQ7G408AmxmZmZmpeIA2MzMzKwGvgB99HAAbGZmZmal4gDYzMzMzErFF8GNcPlTMcvm\nTG9jTczMzMxGBgfAZmZmtgnPcx2cB59GPgfAZmZmBjjwtfLwHOBRxFenmpmZmQ3NI8BmZmZmw+Rp\nESOLA+BRyP8JzcysVj5zODxuv5HJUyDMzMzMrFQcAJuZmZlZqYzqAFjSyZIek/SipHskHdLuOpmZ\nlYH7387nC6etzEbtHGBJHwQuAU4GfpUefyrpTRHxeFsrZ2Y2irn/7VwOeFuj0s6+DqdzjdoAGDgd\nmB8RV6bXp0l6J/Ax4Kz2Vau1/J/QzNrA/W8H8AXR5TXUHzr+PozSAFjSNsABwIWFrJuBg1pfo/Zr\n138GB+Bm5TKa+99O7s+G6uM98ts5mvmHSa3/zpNm38CsKRuYMYzvxZbUvZP+D43KABgYD4wBVhTS\nVwBvb311Ol+zO8fK8Yf7H64VKv8xq3VS1dop/x95sHbc0nIDtVkndCBmVbSs/x3q/+Ng+1QrV0/w\nUHy/oYKaWo89nH2t84zmP0yGU/fh/H9oFEVE0w7eLpJ2A54CDo2I23Pp5wJHR8Qbc2kzgZnp5d7A\nw3W+3Xhg9fBqXCpur/q5zerT7vbaMyJ2beP7t1U9/W9KH24f3Mna/V0cbdyejTUa27Pm/ne0jgCv\nBjYCEwvpEyiMSkTEPGDelr6RpLsjontL9y8bt1f93Gb1cXu1Xc39Lwy/D+5k/i42ltuzscrenqNy\nGbSI+DNwDzCtkDUNWNT6GpmZlYP7XzMbCUbrCDDAXOAqSf8/cAfwD8BuwL+0tVZmZqOf+18z62ij\nNgCOiGslvRo4B3gN8ADwroj4fYPfalSeumsit1f93Gb1cXu1WQv7307n72JjuT0bq9TtOSovgjMz\nMzMzG8ionANsZmZmZjYQB8BmZmZmVioOgLeQpJMlPSbpRUn3SDqk3XVqB0lnSbpL0vOSVklaIGnf\nQhlJOk/S05LWSeqVtE+hzC6SrpK0Jm1XSdq5tZ+m9SR9RlJI+nouze1VIOk1kr6dvmMvSvqtpL/O\n5bvNrOUkvUrS1yQ9lL53T0j6Rpr/nC835HdP0hRJv0zHeUrS5ySptZ+oc/k3d2j+Pa6PA+AtIOmD\nwCXAF4G3kC3t81NJe7S1Yu3RA1xOdovTw4ENwK2SXpUrcyYwCzgNOBBYCdwiaYdcmauB/YEjgXem\n51c1u/LtJOmtwEeB+wtZbq+c1PHeAQiYDkwma5uVuWJuM2uH3YDXkn3/pgDHAYcC1xTKDfrdk7Qj\ncAvZOskHAh8HPg2c3tzqjwz+za1ZD/49rl1EeKtzA+4Eriyk/RfwpXbXrd0bMI5sEfyj0msBzwBn\n58qMBf4EnJReTwYCeFuuzMEpbe92f6YmtdNOwO/IOqle4OturwHb6ovAHYPku828dcwGvAv4H2DH\n9HrI7x7wMeB5YGyuzDlkd9RTuz9Tuzf/5m5xu/n3eJDNI8B1krQNcABwcyHrZrK/uspuB7IzC8+l\n13uR3RHq5faKiHXAbfS311Sgj00Xyb8DWMvobdN5wL9HxM8L6W6vzb0XuFPStZJWSrpP0qm508Nu\nM+skOwLrgRfS61q+e1OB29P3tmIh2QjzpGZWttP5N3dY/Hs8CAfA9RsPjGHzW3quYPNbf5bRJcB9\nwOL0utImg7XXRGBVpD81AdLzlYzCNpX0UeB1wGerZLu9NveXwMnAo8A7yL5jc4BTUr7bzDpCmq7z\nT2SjlRtSci3fvYlU//6Cv5/+zd1y/j0ehAPgLVdcQFlV0kpF0lyyUyXvj4iNheyh2qta2426NpW0\nN9kp/WMju2XsQNxe/bYC/jMizoqIeyPiX4FL6Q+AK9xm1hCSvpAuTh1s6ynssz2wgGzawpmFQ9by\n3av2/R1o3zLyb24d/Hs8tFF7J7gmWk02p6b4l9AENv+rqjQkfRX4EHBYRDyay1qeHicCT+TS8+21\nHJggSZW/OtPp7V0ZfW06lWxE44HcBd5jgEMl/QNQuRrX7dXvGeC3hbSlwCfSc3/HrNEuBr47RJnH\nK08kjQNuTC/fHREv5srV8t1bTvXfFPD307+5dfLvcW08AlynNGp3DzCtkDWNTefMlIakS4BjgMMj\n4qFC9mNk/6Gm5cpvBxxCf3stJpusPzW331Rge0Zfm/6Y7Grx/XLb3cD30/NHcHsV3QHsXUh7A1C5\nra6/Y9ZQEbE6Ih4aYnsBIF09fxPZH7Lvioi+wuFq+e4tBg5J39uKacDTwLKGf8ARxL+59fHvcR3a\nfRXeSNyADwJ/Bv432RWTl5BNGt+z3XVrQ1tcRnb18uFkf1VWtnG5Mv+YyrwP2Jcs2Hsa2CFX5qfA\nEuCtZP/ZlgAL2v35WtSGvaRVINxeVdvnQOAl4GyyudP/H7AGOMVt5q2dG9lFRouBB4HXF/rAbXLl\nBv3uka0Kszx9b/dN3+PngVnt/oydsPk3t+Z28u9xPe3V7gqM1I3sopxlZFf73gMc2u46takdYoDt\nvFwZAeeRncp+EfglsG/hOK8iO+X4fNq+C+zc7s/XojYsBsBur83baDrwm9Qej5Ctk6pcvtvMW8s3\nsnVXB+oDe3LlhvzukZ0Zui19f58Bzs1/x8u++Te3pjby73Edm9KHNTMzMzMrBc8BNjMzM7NScQBs\nZmZmZqXiANjMzMzMSsUBsJmZmZmVigNgMzMzMysVB8BmZmZmVioOgG2LSOqV9PV216OsJD0g6bwG\nHOf1klZI2mmYx/l3SacPtz5m1tkkzZd0fbvrUatiXylpmaQz2lilIblfbg0HwPay1LFF2l6StFLS\nLySdImnrQvH3AWfVeNzzJD3Q+Bo3R8mC+y8Cl0fEmmEe53zgnOF22GZlkOtrzymk96T08e2qWwkc\nCFzeyAM24TfO/XILOAC2oluB1wCTgCOABWT/iW6XtH2lUEQ8GxF/aksNrSEk/QXwXuBfh3usiFgC\nPAocN9xjmZXEi8CZknZt5EElbdPI440E9XzmiFgVES80sz7D4X65dRwAW9H6iFgeEU9FxH0RMZfs\ndp/7A2dWChVHSSW9T9L9ktZJelbSLyV1SZpBdkvPfXKjyzPSPqenfdZKekrSNyXtnDvmDEl9kv4m\nncZam0ak98pXWNJ0SXem9/6DpAWStkt520j6sqQn0/53SXrHQB9e0nzgr4FTcvWdlPIOTe/zYjo9\n9dXBOt7caM7fpP1ekHS3pP0L5d4naYmk9ZKekHS2JOXyJ0j6Sfp8v5f0v6q8106S5qVR+z+l9u8e\nqG7JB4ElEfF47jiVNj9S0kOpztel439A0n9JWiPpKkljC8e7Djh6iPc0s8wvyG7t+9nBCg3V76S+\n+BuSLpS0CrgjpYekj6W+4wVJj0g6TNLukham/vC+fH8k6dWSrkn95TpJD0o6sd4PJumNqd9Yk/qT\nxZKmpLytJH029XXrU9/3nsL+UyTdmvs9ma/cKGZ6fb2kf5T0JPBkSq+lr9xkCkRqp5mS/i21yaOS\njivsM0fSw+m4yyR9JfcbM4OBf+PcL3cwB8A2pIh4ALgJeH+1fEkTge8D3wYm/9/2zj/YqqqK45/v\nwyCZtHIYQiiIYDB+FIHgoDweJWqUDkUNTQhjpDVDvwYxMsccBxQGI5l+kZNRxKQmWVAMijUWUvOM\nmX7wK8IkmrCCZNCZ1AcOKm/1x9r3eTjvnHvve4g+567PzJ17z9777L3Oefd+9z5rr70f0ALclbJ/\nAqwEHsM9y+emNIB24FpgNHAlcAHw7Vz1ffBQi6uBC4E3Ad/NtD0d2Ag8BJwPvA//3+aV7/YP8QHt\nlcC7ko2bJI0tudwFwLZ0XsXef0saBDwI7ADGAdfgorK8pJ4sy4Eb8IeIp4B7KgNcSecDPwU2JPtu\nSNf7+cz5a4HhwCW4Z+Aq3ENfuQcCHgAGAVck+34HbJF0bhW7pgB/KkjvA3wRmANMAyYAPwM+gX8H\nPpza+WzuvD8AFxQIcBAEnWnHf+/zJQ0rKtAF3ZkLCP9NX5VJvwnX5rH4b/1e4Ad4CMA44BCuLxVe\nD2zHf9+jgW8Cd0qaVu9FSRoItAIGXIrr3neAXqnIAuBLwJdxzfs5sEHSe9L5ffH+pg3vE2YCFwFr\nck1NBd4NTMd1CmpoZRVuxvuRsXj/tEbSkEz+UbwPGonr3seBr6S8wj4udPk1gJnFK16YGbh43F+S\ndxtwLHO8FViVPo/HxW5IybmLgT11tD8dOA40peN5qd7zMmXmAM9nyjwCrCupbxjeyQzOpf8Cj68q\ns6Pj2jJpy4D9lXYz9h0H+pbU895k//szaZNT2lvT8T3AloL79Z/0eUQqPzmTPwQ4ASxOxxfjncWZ\nuXp2AtdXuc6dwJJcWtE9vz2116/adwXvjAwY9mp/l+MVr578yv5+cE/wuvS5ohn90nFN3Ul6tbug\nDQOWZ47HpLTrMmkntVdi6zrg+0W2l5RfBjwO9C7JPwjcnEvbCtydPn8aeBo4q8DO4RkbjgB9MmVq\namVKOwAsqnKfzgCOAXOrXON8YH/meDG5Pi50uee/wgMc1IvwH1ERu/DY4T2S1qdpt5pxbZIulvRQ\nmm57FveC9gYGZIodN7PHMseHgNfhnmDwp+rflDQxPtm9N00ftUlqAy7HB8ddYSSwzczaM2mtyd7h\nNc7dnbMfoH+m3kdy5VuBQZLOTvnt+FM8AGb2eKYecM93X+BI7jrHUP06z8TjEPPk7/lh4AkzezKX\n1v/k03guU28QBPVxPTCrZGq8Xt35c0ndWe05nN7/UpDWH0BSL3kI1m55OFkbvuB5cH2XArgmt5rZ\n8/mMpGkDKda8UenzSHxAn11j8ntcB0dl0vaY2fHMcT1aWUbHfTKzF/HBdYe+pTCDVklPpHvydWrf\nk9DlHs4Zr7YBwWuGUXgwfSfM7ISky4BJ+MK5a4Dlkqaa2a6ic9L00gPAanz66Sl8wHovLu4VXsw3\nl97reXhrSuUnAi/k8p7rXLwq1R4AytIrZNvO21+rXpXkZWnChW9KQd4zVc57EnhzQXrRPc/fP6Pz\n3+Cc9H6kSptBEGQwsz9KWg98Fbg1l12v7hwtKVOkPdX0aBE+zb4AHyi34TsS5AdV1ahHs4quqZLW\n3TpgGJgAAAO6SURBVGuup90ySvVN0iTcC74EWAj8D5iBe2CrEbrcw4kBcFATSWPw8ISlZWXM51q2\nAdsk3QL8FQ/m34WHLPTKnTIBH+guNLMTqZ0rumHeDjweanVJnoABZvZwF+ossncv8DFJTRlvTHMq\n+4+umdyp3uZcWjMeAvGspEdxQZuIe0GQNBj3olTYDrwFaDezwoeUEnZwskflVBkDHDKzwzVLBkGQ\n5UZcC6bn0k+X7pTRDGwys7ugY33BCHzQVy/bgbmSeue9wGb2jKRDqZ0tuXb3ps97gaslnZXxAl+E\n6+CjVdqtRyu7w2TgoJl1PJzk4oOhuM8IXe7hRAhEkKePpAGSBkoaK99Eeys+xVb4xCtpkqSbJE1M\ngjMDeBsvCdoBYIik8ZL6SeoD/B3//l0raaik2fiCuK6yDJ8+XCpplKTRkhZK6mtm+/AY27VpCusd\nkiZIWiTpI1XqPIAvGnh7srcJXzQyELhD0khJl+Nx0avs1LbUWQlMle8jOULSHNwDswIgTXn9El+I\ncmFaKLKWkz3Yv8anFDemVcJDU9klkoq8DxV+BUyS9HI9CE9JtgZB0AXMbD/wPdzzmuV06U4Z+4Bp\nkpolvRNYBQytcU6eO4A3APelPmG4pNmVRW7A14BFKW1EcphMwbUQXLOPAj+S7wbRAtwJbEj3qZA6\ntbI77MND0uakPuQzdN5V4QCd+7jQ5R5ODICDPJcA/wX+hcfWzsCnflrMrGya7Wn8Kfl+fGC7ErjV\nzO5O+euBzam+I8BsM9uNi/11+ED5U/j0W5cws834KuEP4E/Ov8V3gqh4Sz6J7+iwAvhbsrEFX6RR\nxu34E/3eZO9gMzuY2hiHL1JYg4dr3NhVm3P2bwdm4at49+Cd2214x1NhHvBP3GOyCfgxLriVOgz4\nYMpfja9Gvg84j+rxb5vxzqF0W7h6kW8JNJNiT3wQBLW5hdw09+nSnSosxWNoH8R3LDiKD0jrJtnc\ngs/wPYzr8hd46dq+hQ+CV+CaNxP4qJntTOcfwzXp7GTLRnx2sdOWZgXMo4pWdgcz25Ts/QYeK3wp\nHraXpaiPC13u4SitEgyCoAGRNB+YZWZ1b3NUUs/ngA+Z2WUvj2VBEASNSejyK0PEAAdBY7MaOEfS\nG+3U/u3mC7iXJwiCIDg1QpdfAcIDHARBEARBEDQUEQMcBEEQBEEQNBQxAA6CIAiCIAgaihgAB0EQ\nBEEQBA1FDICDIAiCIAiChiIGwEEQBEEQBEFDEQPgIAiCIAiCoKGIAXAQBEEQBEHQUPwfWrlzCheW\nQcQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1359abe48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(10,5)\n",
    "subplot(1,2,1)\n",
    "hist(river_obs.d,bins=100,log=False)\n",
    "xlabel('Distance to node (m)')\n",
    "ylabel('N observations')\n",
    "grid();\n",
    "subplot(1,2,2)\n",
    "hist(river_obs.n,bins=100,log=False)\n",
    "xlabel('Normal coordinate (m)')\n",
    "ylabel('N observations')\n",
    "grid()\n",
    "tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Caption**: Much nicer! The points are close to the new river centerline."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the next step, associate the estimated widths with the new centerline. Notice that this can only be done approximately, since there is no unique one to one mapping."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# These are the old centerline coordinates\n",
    "\n",
    "xw = reaches[0].x\n",
    "yw = reaches[0].y\n",
    "\n",
    "# This step makes the association\n",
    "\n",
    "river_obs.add_centerline_obs(xw,yw,max_width,'max_width')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now get the centerline coordinates that could be associated with a max_width and the associated max_width and plot the results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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vv/02FRUV3davniw1NZU777yTRx99lEsuuYRzzjkHu92Oy+Vi1apV/O1vf2Pb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H4w+25bXnSKp1/7O5PyLuFzmVOItso/WSFGWuewQUNDAzExMUybNg2LxUJCQkJkrCEywSYHhpK8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\nIEkKhBBCCAHA/w9vu9hjyyQ2VwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1361567f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xi, yi, wi = river_obs.get_centerline_xyv('max_width')\n",
    "\n",
    "figsize(8,8)\n",
    "plot(l2.x/1.e3,l2.y/1.e3,'k.',alpha=0.05)\n",
    "scatter(xi/1.e3,yi/1.e3,\n",
    "        c=wi,\n",
    "        edgecolor='none',alpha=0.4,\n",
    "        vmin=0,vmax=300,cmap='jet')\n",
    "xlim(-12,-2)\n",
    "ylim(-20,0);\n",
    "colorbar(label='Width');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Caption**: Not too bad, but notice the widths do not always match the data distribution."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Compute the center line and associate observations with it\n",
    "\n",
    "In the following step, the new centerline and max_width vector are used to exclude the bad data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "num nodes in reach 802\n"
     ]
    }
   ],
   "source": [
    "river_obs.reinitialize()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the maximum width along the channel:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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L6w/TGhsgHkoRdvPssAYY4QDXcyM9rKh2lw3j9GSTsNMs6j6TqoWwqv6riLQAf0TxdMLn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\n2siGsGVZVhv9f+kLLymAfeTyAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1332f9cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(5,5)\n",
    "scatter(river_obs.centerline.x/1.e3,river_obs.centerline.y/1.e3,\n",
    "        c=river_obs.max_width,\n",
    "        edgecolor='none',alpha=0.4,\n",
    "        vmin=0,vmax=300,cmap='jet')\n",
    "colorbar(label='Width');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the following step, the height and true heights are associated with the nodes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "river_obs.add_obs('htrue',htrue)\n",
    "river_obs.add_obs('h',h)\n",
    "river_obs.load_nodes(['h','htrue'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get some rough statistics of the differences in heights for the data associated with each node:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "hn_mean = np.array(river_obs.get_node_stat('mean','h'))\n",
    "hn_median = np.array(river_obs.get_node_stat('median','h'))\n",
    "hstdn = np.array(river_obs.get_node_stat('stderr','h'))\n",
    "htn = np.array(river_obs.get_node_stat('mean','htrue'))\n",
    "sn = np.array(river_obs.get_node_stat('mean','s'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean statitics:   average: 4.2 cm std: 69.9 cm\n",
      "Median statitics: average: 6.4 cm std: 71.0 cm\n"
     ]
    }
   ],
   "source": [
    "ave = np.mean(hn_mean - htn)*100\n",
    "err = np.std(hn_mean - htn)*100\n",
    "print('Mean statitics:   average: %.1f cm std: %.1f cm'%(ave,err))\n",
    "\n",
    "ave = np.mean(hn_median - htn)*100\n",
    "err = np.std(hn_median - htn)*100\n",
    "print('Median statitics: average: %.1f cm std: %.1f cm'%(ave,err))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the distances from the points to the nodes, and the cross-river normal coordinate:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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aeVazGSZu1p117NXfd00vf2Yb0WgA/DhplPUhUjD5+Zz+F9LIQUMkbQG8KD/d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\nBH1iWQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1334cceb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(10,5)\n",
    "subplot(1,2,1)\n",
    "hist(river_obs.d,bins=100,log=False)\n",
    "xlabel('Distance to node (m)')\n",
    "ylabel('N observations')\n",
    "grid();\n",
    "subplot(1,2,2)\n",
    "hist(river_obs.n,bins=100,log=False)\n",
    "xlabel('Normal coordinate (m)')\n",
    "ylabel('N observations')\n",
    "grid()\n",
    "tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the river geometry, number of observations per node, height vs true height, and a plot of height vs the reach distance downriver."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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TGeZbSVfJKLkEGLgTWPI6Py8e5G9fwpsGXDzxYRpjCqWxNsK7zmzi+DnVZFwX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\nqN3WicGc+nLmhzGNY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+cA3nBBcKICkSBBF8ysNfiHnzvNJ7/0Kq/MlFmrubETk2UqBxsZ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unMeQRALH0UAgLz3SQuDoGemN1y/B5KpAYzkTS5wPBUijgfyasxHsP4V/Szs9hnxFNmj5RLKM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mldXWtpaeYNOzgtP9S6hGfW4YVP8cXPf5xHNjdgdBo2v07d+CtnxZZFmdi36Ta0M2MJA7F5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/jBDt0Z4Q3cUNsRsoJ8foOtm2KyWlYnFL/pFvjuD4Q7EqzK6RLwrotmG8B8US6kzizKJY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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1331f8128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(10,10)\n",
    "subplot(2,2,1)\n",
    "idx = river_obs.populated_nodes\n",
    "plot(river_obs.centerline.x[idx]/1.e3,river_obs.centerline.y[idx]/1.e3,\n",
    "     '.',alpha=0.5)\n",
    "xlabel('x (km)')\n",
    "ylabel('y (km)')\n",
    "subplot(2,2,2)\n",
    "idx = river_obs.populated_nodes\n",
    "plot(river_obs.centerline.s[idx]/1.e3,river_obs.nobs[idx],'o',alpha=0.5)\n",
    "grid()\n",
    "xlabel('Reach (km)')\n",
    "ylabel('Number of observations')\n",
    "subplot(2,2,3)\n",
    "plot(htrue,h,'.',alpha=0.05)\n",
    "plot([-10,60],[-10,60],'--k',alpha=0.5)\n",
    "xlim(-10,60)\n",
    "ylim(-10,60)\n",
    "grid()\n",
    "xlabel('h true (m)')\n",
    "ylabel('h measured (m)')\n",
    "subplot(2,2,4)\n",
    "plot(river_obs.s/1.e3,river_obs.htrue,'.',alpha=0.1)\n",
    "plot(river_obs.s/1.e3,river_obs.h,'.',alpha=0.05)\n",
    "grid()\n",
    "xlabel('Reach (km)')\n",
    "ylabel('Height (m)')\n",
    "tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the true river height averaged over each node, and the measured height, similarly averaged for mean and median averaging. The gray lines are 2 standard errors away from the truth."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LVCqVgQrwQOW6c6uQOEp+YZx6by8J7u93TqVSt/rPRrVaxXXd9QqJEGLfHNb4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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x135bf35c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(10,5)\n",
    "subplot(1,2,1)\n",
    "plot(sn/1.e3,htn,'.',alpha=0.1)\n",
    "plot(sn/1.e3,hn_mean,'.',alpha=0.2)\n",
    "plot(sn/1.e3,htn+2*hstdn,'-k',alpha=0.1)\n",
    "plot(sn/1.e3,htn-2*hstdn,'-k',alpha=0.1)\n",
    "xlabel('Reach (km)')\n",
    "ylabel('Height (m)')\n",
    "title('Mean')\n",
    "\n",
    "subplot(1,2,2)\n",
    "plot(sn/1.e3,htn,'.',alpha=0.1)\n",
    "plot(sn/1.e3,hn_median,'.',alpha=0.2)\n",
    "plot(sn/1.e3,htn+2*hstdn,'-k',alpha=0.1)\n",
    "plot(sn/1.e3,htn-2*hstdn,'-k',alpha=0.1)\n",
    "xlabel('Reach (km)')\n",
    "title('Median')\n",
    "ylabel('Height (m)')\n",
    "tight_layout();"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
